Staff Engineer, Technology - AMAIS
Core
Develop and deploy physics and data-driven process models, composite modeling solutions, and scalable workflows for advanced DRAM, HBM, and technology-transfer applications using Machine Learning, Generative AI, and Agentic AI.
Role type
Staff IC semiconductor process modeling engineer (AI/ML)
Builds
Virtual Process Modeling (VPM) and SPOCK composite-modeling workflows and automation pipelines
Domain
Semiconductor manufacturing / AI & Machine Learning
Deliverable
production ML models
Required skills
statistical analysis, experimental design, optimization, machine learning, predictive modeling, Python, Large Language Models (LLMs), Agentic AI, Generative AI, workflow automation
Preferred skills
semiconductor process development, Virtual Process Modeling (VPM), Digital Twins, DRAM/HBM technologies, Retrieval-Augmented Generation (RAG), agentic orchestration
Responsibilities
Develop VPM process models using manufacturing and metrology data; Apply advanced analytics and AI to solve semiconductor challenges; Build AI-enabled SPOCK/composite modeling workflows; Support full model lifecycle (development, validation, deployment, monitoring); Create scalable automation solutions; Evaluate model performance via statistical validation; Translate insights into process optimization recommendations
Seniority
Staff, hands-on IC with strategic scope